"Transferable Interactiveness Knowledge for Human-Object Interaction Detection"(CVPR 2019)[5] 图7:经过过滤后,HOI图变得稀疏了 最近的HOI以及VRD工作还有一个研究方向就是关系存在性的判别。因为检测模型生成的检测框的proposal多的十几甚至几十个,配对之后的proposal pair显然更多,直接把它们都进行关系判别显然是有...
Human-Object Interaction (HOI) detection aims to detect visual relations between human and objects in images. One significant problem of HOI detection is that non-interactive human-object pair can be easily mis-grouped and misclassified as an action, especially when humans are close and performing...
同时也是之前工作普遍采用的方式是所谓的两阶段(two-stage)模型,在第一阶段用object detection model检测出人和物体的检测框,对它们两两配对构成(human, object)的pair,接着在第二阶段用relation predictor去预测pair之间存在的关系(relation,predicate or interaction),最后,模型输出的是形如(human,predicate,object)的...
姿势信息[Transferable interactiveness knowledge for human-object interaction detection]和基于上下文感知的外观特征的深层上下文注意力[Deep contextual attention for human-object interaction detection],扩展了上述多流体系结构。
Deep Contextual Attention for Human-Object Interaction Detection阅读笔记,程序员大本营,技术文章内容聚合第一站。
Kakao Brain提出端到端Human-Object交互检测模型 本文分享 CVPR2021 Oral 论文『HOTR: End-to-End Human-Object Interaction Detection with Transformers』,由 Kakao 提出端到端的Human-Object 交互检测模型《HOTR》不再需要后处理步骤! 详细信息如下: 论文链接:https://arxiv.org/abs/2104.13682...
https://shuangli-project.github.io/weakly-supervised-human-object-detection-video 以下是本人对这篇论文的大致翻译及粗浅理解,作为一个小白,难免有不少错漏之处,敬请包涵与指正。 摘要 引入了一种弱监督对比损失,该损失旨在将视频中的时空区域与动作和物体词汇共同联系起来,并鼓励将移动物体的视觉外观时间连续性作...
Dear editor,Human-object interaction(HOI) detection is an important human-centric visual understanding task with several applications in visual monitoring, intelligent robot, etc. It aims at localizing and inferring interaction ...
对Weakly Supervised Human-Object Interaction Detection in Video via Contrastive Spatiotemporal Regions的进一步总结 利用来自自然语言句子描述的带有动词和名词短语标注的视频,以弱监督的方式检测视频中的人-物交互,并检测视频多帧中的人和物体边界框,这里的弱监督指的是在训练时不需要边界框注释,同时,允许以零次学习...
Human-object interaction (HOI) detection is an advanced computer vision task for detecting the relationship between human and surrounding objects. Some met... L Xia,X Ding - Applied Intelligence: The International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Solving Technolog...